US20180215313A1 - Vehicle vision system using at least two cameras - Google Patents

Vehicle vision system using at least two cameras Download PDF

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Publication number
US20180215313A1
US20180215313A1 US15/886,871 US201815886871A US2018215313A1 US 20180215313 A1 US20180215313 A1 US 20180215313A1 US 201815886871 A US201815886871 A US 201815886871A US 2018215313 A1 US2018215313 A1 US 2018215313A1
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vehicle
location
disposed
cameras
view
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US15/886,871
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US11034295B2 (en
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Horst D. Diessner
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Magna Electronics Inc
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Magna Electronics Inc
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Priority to US17/304,029 priority patent/US11648877B2/en
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    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R1/00Optical viewing arrangements; Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles
    • B60R1/20Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles
    • B60R1/22Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles for viewing an area outside the vehicle, e.g. the exterior of the vehicle
    • B60R1/23Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles for viewing an area outside the vehicle, e.g. the exterior of the vehicle with a predetermined field of view
    • B60R1/26Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles for viewing an area outside the vehicle, e.g. the exterior of the vehicle with a predetermined field of view to the rear of the vehicle
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R1/00Optical viewing arrangements; Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R1/00Optical viewing arrangements; Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles
    • B60R1/20Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles
    • B60R1/31Real-time viewing arrangements for drivers or passengers using optical image capturing systems, e.g. cameras or video systems specially adapted for use in or on vehicles providing stereoscopic vision
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05DSYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00Control of position, course, altitude or attitude of land, water, air or space vehicles, e.g. using automatic pilots
    • G05D1/02Control of position or course in two dimensions
    • G05D1/021Control of position or course in two dimensions specially adapted to land vehicles
    • G05D1/0231Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means
    • G05D1/0246Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means using a video camera in combination with image processing means
    • G05D1/0251Control of position or course in two dimensions specially adapted to land vehicles using optical position detecting means using a video camera in combination with image processing means extracting 3D information from a plurality of images taken from different locations, e.g. stereo vision
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast
    • H04N7/181Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast for receiving images from a plurality of remote sources
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/10Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the type of camera system used
    • B60R2300/105Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the type of camera system used using multiple cameras
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/20Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the type of display used
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/30Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the type of image processing
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/30Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the type of image processing
    • B60R2300/303Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the type of image processing using joined images, e.g. multiple camera images
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/80Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement
    • B60R2300/802Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement for monitoring and displaying vehicle exterior blind spot views
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/80Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement
    • B60R2300/802Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement for monitoring and displaying vehicle exterior blind spot views
    • B60R2300/8026Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement for monitoring and displaying vehicle exterior blind spot views in addition to a rear-view mirror system
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/80Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement
    • B60R2300/806Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement for aiding parking
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/80Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement
    • B60R2300/8066Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement for monitoring rearward traffic
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60RVEHICLES, VEHICLE FITTINGS, OR VEHICLE PARTS, NOT OTHERWISE PROVIDED FOR
    • B60R2300/00Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle
    • B60R2300/80Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement
    • B60R2300/808Details of viewing arrangements using cameras and displays, specially adapted for use in a vehicle characterised by the intended use of the viewing arrangement for facilitating docking to a trailer
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/56Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/50Context or environment of the image
    • G06V20/56Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
    • G06V20/58Recognition of moving objects or obstacles, e.g. vehicles or pedestrians; Recognition of traffic objects, e.g. traffic signs, traffic lights or roads
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N7/00Television systems
    • H04N7/18Closed-circuit television [CCTV] systems, i.e. systems in which the video signal is not broadcast

Definitions

  • the present invention relates generally to a vehicle vision system for a vehicle and, more particularly, to a vehicle vision system that utilizes one or more cameras at a vehicle.
  • the present invention provides a driver assistance system or vision system or autonomous vehicle control system for a vehicle that utilizes one or more cameras (preferably one or more CMOS cameras) to capture image data representative of images exterior of the vehicle, and processes image data captured from multiple cameras viewing a common region exterior the vehicles, whereby the image data captured by additional cameras at the vehicle can be used to detect objects and to determine the location of detected objects in three dimensional space.
  • one or more cameras preferably one or more CMOS cameras
  • FIG. 1 is a plan view of a vehicle with a vision system that incorporates cameras in accordance with the present invention
  • FIG. 2 is a side elevation of a vehicle showing a first rearward viewing camera at a rear bumper of the vehicle and a second rearward viewing camera at a spoiler of the vehicle;
  • FIG. 3 is a side elevation of a vehicle showing a first rearward viewing camera at a rear bumper or tailgate of the vehicle and a second rearward viewing camera at a CHMSL location of the vehicle;
  • FIG. 4 is a block diagram showing that image data captured by a single camera and preconditions are used to provide three dimensional (3D) output data;
  • FIG. 5 is a block diagram showing that image data captured by two cameras are used to provide three dimensional (3D) output data.
  • a vehicle vision system and/or driver assist system and/or object detection system and/or alert system operates to capture images exterior of the vehicle and may process the captured image data to display images and to detect objects at or near the vehicle and in the predicted path of the vehicle, such as to assist a driver of the vehicle in maneuvering the vehicle in a rearward direction.
  • the vision system includes an image processor or image processing system that is operable to receive image data from one or more cameras and provide an output to a display device for displaying images representative of the captured image data.
  • the vision system may provide display, such as a rearview display or a top down or bird's eye or surround view display or the like.
  • a vehicle 10 includes an imaging system or vision system 12 that includes at least one exterior viewing imaging sensor or camera, such as a rearward viewing imaging sensor or camera 14 a (and the system may optionally include multiple exterior viewing imaging sensors or cameras, such as a forward viewing camera 14 b at the front (or at the windshield) of the vehicle, and a sideward/rearward viewing camera 14 c , 14 d at respective sides of the vehicle), which captures images exterior of the vehicle, with the camera having a lens for focusing images at or onto an imaging array or imaging plane or imager of the camera ( FIG. 1 ).
  • an imaging system or vision system 12 that includes at least one exterior viewing imaging sensor or camera, such as a rearward viewing imaging sensor or camera 14 a (and the system may optionally include multiple exterior viewing imaging sensors or cameras, such as a forward viewing camera 14 b at the front (or at the windshield) of the vehicle, and a sideward/rearward viewing camera 14 c , 14 d at respective sides of the vehicle), which captures images exterior of the vehicle, with
  • a forward viewing camera may be disposed at the windshield of the vehicle and view through the windshield and forward of the vehicle, such as for a machine vision system (such as for traffic sign recognition, headlamp control, pedestrian detection, collision avoidance, lane marker detection and/or the like).
  • the system includes a second rearward viewing camera 14 e that is disposed at a center high mounted stop lamp (CHMSL) location at the vehicle.
  • the vision system 12 includes a control or electronic control unit (ECU) or processor 18 that is operable to process image data captured by the camera or cameras and may detect objects or the like and/or provide displayed images at a display device 16 for viewing by the driver of the vehicle (although shown in FIG.
  • the data transfer or signal communication from the camera to the ECU may comprise any suitable data or communication link, such as a vehicle network bus or the like of the equipped vehicle.
  • the amount of exterior cameras is increasing in vehicles, with many vehicles having four or more surround view cameras 14 a - d .
  • Additional cameras in the CHMSL or rear spoiler area are included in some vehicles (such as camera 14 e in FIGS. 1-3 ).
  • Machine vision algorithms used in object detection functions utilize one camera and require therefore additional data in order to perform three dimensional detection. These additional inputs stipulate pre-conditions for the machine vision algorithm. For example, for a trailer angle detection (TAD) function, a target sticker and user measurements may be required, while for an object detection function, vehicle motion may be required for accurate object location calculation.
  • the pre-conditions are used to augment the two dimensional image data in order to be able to calculate three dimensional output data utilizing the machine vision algorithm (see FIG. 4 ).
  • the vision system of the present invention uses image data captured by two (or more cameras) to detect object data in three dimensions.
  • the image data of additional cameras at the vehicle can be used to detect object data in three dimensions.
  • the locations of the cameras at the vehicle in 3D space is known and/or can be derived from the design mounting location and extrinsic camera location calibration algorithms.
  • the location of the cameras in 3D space allows the system to determine the optical base between the cameras.
  • the optical base and the image data captured by the two cameras can be utilized with stereoscopic detection algorithms as long as the objects of interest are present in the fields of view of both cameras and visible in both camera captured images.
  • the stereoscopic detection principle that uses two cameras can be extended to multiple cameras as long as the object of interest is present in the fields of views of each of the cameras and visible in the camera images. Increasing the number of cameras will increase the detection confidence and accuracy.
  • the system of the present invention may be used in various applications/features that would benefit from this technology.
  • the system may be used for trailer angle detection, where detection and calculation of the angle between a tow vehicle and a trailer can be made by processing image data captured by two rearward viewing cameras.
  • the system may be used for trailer hitch assist, which is a feature that autonomously maneuvers a vehicle in reverse and aligns the tow ball and trailer hitch automatically for trailer hitching (such as a system that utilizes aspects of the systems described in U.S. patent application Ser. No. 15/885,855, filed Feb. 1, 2018 (Attorney Docket MAG04 P-3253), which is hereby incorporated herein by reference in its entirety).
  • the system may be used to enhance object detection to provide detection of objects and their location relative to the equipped vehicle in 3D space.
  • This feature is commonly used for autopark and reverse automated emergency braking systems and the like.
  • the system may also be used enhance pedestrian and/or vehicle detection and classification, which provides detection and classification of pedestrians and vehicles and their location relative to the equipped vehicle in 3D space. This feature is commonly used for autopark and reverse automated emergency braking systems and the like.
  • the system may be used to enhance blind spot detection to detect vehicles located in a blind spot area at the side and rear of the equipped vehicle.
  • the system may also be used to enhance autonomous vehicle control features, with all features that allow autonomous maneuvering of a vehicle utilizing the detection of objects in the vehicle environment.
  • the vision system of the present invention utilizes two separate spaced apart cameras that have overlapping fields of view.
  • the system may utilize two rearward viewing cameras, both disposed at a rear center region of the vehicle, but spaced vertically apart, such as one at the vehicle bumper and one at a spoiler of the vehicle or at a center high mounted stop lamp of the vehicle or the like.
  • the system may include more rearward viewing cameras, such as two additional rearward viewing cameras spaced laterally apart and towards opposite sides of the vehicle, and at a known height relative to the two center cameras, to further enhance three dimensional sensing.
  • Modern vehicles such as autonomous vehicles, may be equipped with up to eight or more cameras viewing exterior of the vehicle, such as a tri-camera/tri-focal camera disposed at the windshield of the vehicle and viewing forward through the windshield, two cameras at each side, and one at the rear (in addition to a rear backup camera).
  • a tri-camera/tri-focal camera disposed at the windshield of the vehicle and viewing forward through the windshield, two cameras at each side, and one at the rear (in addition to a rear backup camera).
  • Such cameras when disposed at a particular vehicle model are disposed at a set, determined location (such as at respective coordinates of a vehicle coordinate system) and thus the distance between any two cameras is known and set for any given vehicle.
  • the system can use stereo vision processing of image data captured by those cameras to determine the location of the object or other vehicle in three dimensional space relative to the equipped vehicle.
  • the system of the present invention can process image data captured by the cameras at the overlapping fields of view to detect objects present in the overlapping fields of view with enhanced three dimensional sensing and enhanced distance sensing and the like.
  • the camera or sensor may comprise any suitable camera or sensor.
  • the camera may comprise a “smart camera” that includes the imaging sensor array and associated circuitry and image processing circuitry and electrical connectors and the like as part of a camera module, such as by utilizing aspects of the vision systems described in International Publication Nos. WO 2013/081984 and/or WO 2013/081985, which are hereby incorporated herein by reference in their entireties.
  • the system includes an image processor operable to process image data captured by the camera or cameras, such as for detecting objects or other vehicles or pedestrians or the like in the field of view of one or more of the cameras.
  • the image processor may comprise an image processing chip selected from the EyeQ family of image processing chips available from Mobileye Vision Technologies Ltd. of Jerusalem, Israel, and may include object detection software (such as the types described in U.S. Pat. Nos. 7,855,755; 7,720,580 and/or 7,038,577, which are hereby incorporated herein by reference in their entireties), and may analyze image data to detect vehicles and/or other objects.
  • the system may generate an alert to the driver of the vehicle and/or may generate an overlay at the displayed image to highlight or enhance display of the detected object or vehicle, in order to enhance the driver's awareness of the detected object or vehicle or hazardous condition during a driving maneuver of the equipped vehicle.
  • the vehicle may include any type of sensor or sensors, such as imaging sensors or radar sensors or lidar sensors or ladar sensors or ultrasonic sensors or the like.
  • the imaging sensor or camera may capture image data for image processing and may comprise any suitable camera or sensing device, such as, for example, a two dimensional array of a plurality of photosensor elements arranged in at least 640 columns and 480 rows (at least a 640 ⁇ 480 imaging array, such as a megapixel imaging array or the like), with a respective lens focusing images onto respective portions of the array.
  • the photosensor array may comprise a plurality of photosensor elements arranged in a photosensor array having rows and columns.
  • the imaging array has at least 300,000 photosensor elements or pixels, more preferably at least 500,000 photosensor elements or pixels and more preferably at least 1 million photosensor elements or pixels.
  • the imaging array may capture color image data, such as via spectral filtering at the array, such as via an RGB (red, green and blue) filter or via a red/red complement filter or such as via an RCC (red, clear, clear) filter or the like.
  • the logic and control circuit of the imaging sensor may function in any known manner, and the image processing and algorithmic processing may comprise any suitable means for processing the images and/or image data.
  • the vision system and/or processing and/or camera and/or circuitry may utilize aspects described in U.S. Pat. Nos. 9,233,641; 9,146,898; 9,174,574; 9,090,234; 9,077,098; 8,818,042; 8,886,401; 9,077,962; 9,068,390; 9,140,789; 9,092,986; 9,205,776; 8,917,169; 8,694,224; 7,005,974; 5,760,962; 5,877,897; 5,796,094; 5,949,331; 6,222,447; 6,302,545; 6,396,397; 6,498,620; 6,523,964; 6,611,202; 6,201,642; 6,690,268; 6,717,610; 6,757,109; 6,802,617; 6,806,452; 6,822,563; 6,891,563; 6,946,978; 7,859,565; 5,550,677; 5,670,935
  • the system may communicate with other communication systems via any suitable means, such as by utilizing aspects of the systems described in International Publication Nos. WO/2010/144900; WO 2013/043661 and/or WO 2013/081985, and/or U.S. Pat. No. 9,126,525, which are hereby incorporated herein by reference in their entireties.
  • the system may utilize aspects of the parking assist systems described in U.S. Pat. No. 8,874,317 and/or U.S. Publication Nos. US-2017-0329346; US-2017-0317748; US-2017-0253237; US-2017-0050672; US-2017-0017847; US-2017-0015312 and/or US-2015-0344028, which are hereby incorporated herein by reference in their entireties.
  • the system may utilize aspects of the trailering or trailer angle detection systems described in U.S. Pat. No. 9,085,261 and/or U.S. Pat. No. 6,690,268, and/or U.S. Publication Nos. US-2017-0254873; US-2017-0217372; US-2017-0050672; US-2015-0217693; US-2014-0160276; US-2014-0085472 and/or US-2015-0002670, and/or U.S. provisional applications, Ser. No. 62/533,694, filed Jul. 18, 2017, Ser. No. 62/518,765, filed Jun. 13, 2017, Ser. No. 62/474,646, filed Mar. 22, 2017, Ser. No. 62/474,645, filed Mar. 22, 2017, Ser. No. 62/474,644, filed Mar. 22, 2017, Ser. No. 62/466,449, filed Mar. 3, 2017, which are hereby incorporated herein by reference in their entireties.
  • the system may utilize sensors, such as radar or lidar sensors or the like.
  • the sensing system may utilize aspects of the systems described in U.S. Pat. Nos. 9,753,121; 9,689,967; 9,599,702; 9,575,160; 9,146,898; 9,036,026; 8,027,029; 8,013,780; 6,825,455; 7,053,357; 7,408,627; 7,405,812; 7,379,163; 7,379,100; 7,375,803; 7,352,454; 7,340,077; 7,321,111; 7,310,431; 7,283,213; 7,212,663; 7,203,356; 7,176,438; 7,157,685; 6,919,549; 6,906,793; 6,876,775; 6,710,770; 6,690,354; 6,678,039; 6,674,895 and/or 6,587,186, and/or International Publication Nos.
  • the vision system may include a display for displaying images captured by one or more of the imaging sensors for viewing by the driver of the vehicle while the driver is normally operating the vehicle.
  • the vision system may include a video display device, such as by utilizing aspects of the video display systems described in U.S. Pat. Nos.
  • the vision system (utilizing the forward viewing camera and a rearward viewing camera and other cameras disposed at the vehicle with exterior fields of view) may be part of or may provide a display of a top-down view or bird's-eye view system of the vehicle or a surround view at the vehicle, such as by utilizing aspects of the vision systems described in International Publication Nos.

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  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Mechanical Engineering (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Physics & Mathematics (AREA)
  • Signal Processing (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Remote Sensing (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Electromagnetism (AREA)
  • Traffic Control Systems (AREA)
  • Image Analysis (AREA)
  • Closed-Circuit Television Systems (AREA)

Abstract

A vision system for a vehicle includes first and second cameras configured to be disposed at respective locations at the vehicle so as to have respective first and second fields of view exterior of the vehicle. The locations are vertically and horizontally spaced apart by respective vertical and horizontal separation distances. With the first and second cameras disposed at the respective locations, the first field of view at least partially overlaps the second field of view. A control includes an image processor operable to process image data captured by the cameras. The control, with the first and second cameras disposed at the respective locations, and responsive to processing of captured image data and based on the separation distances, is operable to determine presence of an object in the first and second fields of view and to determine the location of the object in three dimensional space relative to the vehicle.

Description

    CROSS REFERENCE TO RELATED APPLICATION
  • The present application claims the filing benefits of U.S. provisional application Ser. No. 62/453,761, filed Feb. 2, 2017, which is hereby incorporated herein by reference in its entirety.
  • FIELD OF THE INVENTION
  • The present invention relates generally to a vehicle vision system for a vehicle and, more particularly, to a vehicle vision system that utilizes one or more cameras at a vehicle.
  • BACKGROUND OF THE INVENTION
  • Use of imaging sensors in vehicle imaging systems is common and known. Examples of such known systems are described in U.S. Pat. Nos. 5,949,331; 5,670,935 and/or 5,550,677, which are hereby incorporated herein by reference in their entireties.
  • SUMMARY OF THE INVENTION
  • The present invention provides a driver assistance system or vision system or autonomous vehicle control system for a vehicle that utilizes one or more cameras (preferably one or more CMOS cameras) to capture image data representative of images exterior of the vehicle, and processes image data captured from multiple cameras viewing a common region exterior the vehicles, whereby the image data captured by additional cameras at the vehicle can be used to detect objects and to determine the location of detected objects in three dimensional space.
  • These and other objects, advantages, purposes and features of the present invention will become apparent upon review of the following specification in conjunction with the drawings.
  • BRIEF DESCRIPTION OF THE DRAWINGS
  • FIG. 1 is a plan view of a vehicle with a vision system that incorporates cameras in accordance with the present invention;
  • FIG. 2 is a side elevation of a vehicle showing a first rearward viewing camera at a rear bumper of the vehicle and a second rearward viewing camera at a spoiler of the vehicle;
  • FIG. 3 is a side elevation of a vehicle showing a first rearward viewing camera at a rear bumper or tailgate of the vehicle and a second rearward viewing camera at a CHMSL location of the vehicle;
  • FIG. 4 is a block diagram showing that image data captured by a single camera and preconditions are used to provide three dimensional (3D) output data; and
  • FIG. 5 is a block diagram showing that image data captured by two cameras are used to provide three dimensional (3D) output data.
  • DESCRIPTION OF THE PREFERRED EMBODIMENTS
  • A vehicle vision system and/or driver assist system and/or object detection system and/or alert system operates to capture images exterior of the vehicle and may process the captured image data to display images and to detect objects at or near the vehicle and in the predicted path of the vehicle, such as to assist a driver of the vehicle in maneuvering the vehicle in a rearward direction. The vision system includes an image processor or image processing system that is operable to receive image data from one or more cameras and provide an output to a display device for displaying images representative of the captured image data. Optionally, the vision system may provide display, such as a rearview display or a top down or bird's eye or surround view display or the like.
  • Referring now to the drawings and the illustrative embodiments depicted therein, a vehicle 10 includes an imaging system or vision system 12 that includes at least one exterior viewing imaging sensor or camera, such as a rearward viewing imaging sensor or camera 14 a (and the system may optionally include multiple exterior viewing imaging sensors or cameras, such as a forward viewing camera 14 b at the front (or at the windshield) of the vehicle, and a sideward/ rearward viewing camera 14 c, 14 d at respective sides of the vehicle), which captures images exterior of the vehicle, with the camera having a lens for focusing images at or onto an imaging array or imaging plane or imager of the camera (FIG. 1). Optionally, a forward viewing camera may be disposed at the windshield of the vehicle and view through the windshield and forward of the vehicle, such as for a machine vision system (such as for traffic sign recognition, headlamp control, pedestrian detection, collision avoidance, lane marker detection and/or the like). In the illustrated embodiment, the system includes a second rearward viewing camera 14 e that is disposed at a center high mounted stop lamp (CHMSL) location at the vehicle. The vision system 12 includes a control or electronic control unit (ECU) or processor 18 that is operable to process image data captured by the camera or cameras and may detect objects or the like and/or provide displayed images at a display device 16 for viewing by the driver of the vehicle (although shown in FIG. 1 as being part of or incorporated in or at an interior rearview mirror assembly 20 of the vehicle, the control and/or the display device may be disposed elsewhere at or in the vehicle). The data transfer or signal communication from the camera to the ECU may comprise any suitable data or communication link, such as a vehicle network bus or the like of the equipped vehicle.
  • The amount of exterior cameras is increasing in vehicles, with many vehicles having four or more surround view cameras 14 a-d. Additional cameras in the CHMSL or rear spoiler area are included in some vehicles (such as camera 14 e in FIGS. 1-3). Machine vision algorithms used in object detection functions utilize one camera and require therefore additional data in order to perform three dimensional detection. These additional inputs stipulate pre-conditions for the machine vision algorithm. For example, for a trailer angle detection (TAD) function, a target sticker and user measurements may be required, while for an object detection function, vehicle motion may be required for accurate object location calculation. The pre-conditions are used to augment the two dimensional image data in order to be able to calculate three dimensional output data utilizing the machine vision algorithm (see FIG. 4).
  • In order to provide better algorithm performance and user friendliness, such preconditions should be removed. This will increase customer satisfaction and improve better algorithm performance. For example, removal of user measurements and target sticker requirements for trailer angle detection will improve customer satisfaction and is a cost saving (no target sticker). Similarly, removal of a vehicle motion requirement will allow for 3D detection of objects in static conditions (where the vehicle is static or non-moving and the object is static or non-moving), resulting in enhanced object detection performance compared to current systems.
  • The vision system of the present invention uses image data captured by two (or more cameras) to detect object data in three dimensions. Thus, instead of using additional information associated with pre-conditions, the image data of additional cameras at the vehicle can be used to detect object data in three dimensions. The locations of the cameras at the vehicle in 3D space is known and/or can be derived from the design mounting location and extrinsic camera location calibration algorithms.
  • The location of the cameras in 3D space allows the system to determine the optical base between the cameras. The optical base and the image data captured by the two cameras can be utilized with stereoscopic detection algorithms as long as the objects of interest are present in the fields of view of both cameras and visible in both camera captured images. The stereoscopic detection principle that uses two cameras can be extended to multiple cameras as long as the object of interest is present in the fields of views of each of the cameras and visible in the camera images. Increasing the number of cameras will increase the detection confidence and accuracy.
  • The system of the present invention may be used in various applications/features that would benefit from this technology. For example, the system may be used for trailer angle detection, where detection and calculation of the angle between a tow vehicle and a trailer can be made by processing image data captured by two rearward viewing cameras. Also, for example, the system may be used for trailer hitch assist, which is a feature that autonomously maneuvers a vehicle in reverse and aligns the tow ball and trailer hitch automatically for trailer hitching (such as a system that utilizes aspects of the systems described in U.S. patent application Ser. No. 15/885,855, filed Feb. 1, 2018 (Attorney Docket MAG04 P-3253), which is hereby incorporated herein by reference in its entirety). Also, for example, the system may be used to enhance object detection to provide detection of objects and their location relative to the equipped vehicle in 3D space. This feature is commonly used for autopark and reverse automated emergency braking systems and the like. The system may also be used enhance pedestrian and/or vehicle detection and classification, which provides detection and classification of pedestrians and vehicles and their location relative to the equipped vehicle in 3D space. This feature is commonly used for autopark and reverse automated emergency braking systems and the like. Also, the system may be used to enhance blind spot detection to detect vehicles located in a blind spot area at the side and rear of the equipped vehicle. The system may also be used to enhance autonomous vehicle control features, with all features that allow autonomous maneuvering of a vehicle utilizing the detection of objects in the vehicle environment.
  • Therefore, the vision system of the present invention utilizes two separate spaced apart cameras that have overlapping fields of view. For example, the system may utilize two rearward viewing cameras, both disposed at a rear center region of the vehicle, but spaced vertically apart, such as one at the vehicle bumper and one at a spoiler of the vehicle or at a center high mounted stop lamp of the vehicle or the like. The system may include more rearward viewing cameras, such as two additional rearward viewing cameras spaced laterally apart and towards opposite sides of the vehicle, and at a known height relative to the two center cameras, to further enhance three dimensional sensing.
  • Modern vehicles, such as autonomous vehicles, may be equipped with up to eight or more cameras viewing exterior of the vehicle, such as a tri-camera/tri-focal camera disposed at the windshield of the vehicle and viewing forward through the windshield, two cameras at each side, and one at the rear (in addition to a rear backup camera). Such cameras, when disposed at a particular vehicle model are disposed at a set, determined location (such as at respective coordinates of a vehicle coordinate system) and thus the distance between any two cameras is known and set for any given vehicle.
  • When the equipped vehicle is driven on a road (or when the equipped vehicle is parked), an object or other vehicle present in the fields of view of two (or more) of the cameras is seen by the two (or more) cameras. Because the distance (in a lateral direction and vertical direction or height) between the spaced apart cameras is known, the system can use stereo vision processing of image data captured by those cameras to determine the location of the object or other vehicle in three dimensional space relative to the equipped vehicle. By using two or more cameras that have fields of view encompassing a common exterior region (such as rearward or sideward or forward of the vehicle), the system of the present invention can process image data captured by the cameras at the overlapping fields of view to detect objects present in the overlapping fields of view with enhanced three dimensional sensing and enhanced distance sensing and the like.
  • The camera or sensor may comprise any suitable camera or sensor. Optionally, the camera may comprise a “smart camera” that includes the imaging sensor array and associated circuitry and image processing circuitry and electrical connectors and the like as part of a camera module, such as by utilizing aspects of the vision systems described in International Publication Nos. WO 2013/081984 and/or WO 2013/081985, which are hereby incorporated herein by reference in their entireties.
  • The system includes an image processor operable to process image data captured by the camera or cameras, such as for detecting objects or other vehicles or pedestrians or the like in the field of view of one or more of the cameras. For example, the image processor may comprise an image processing chip selected from the EyeQ family of image processing chips available from Mobileye Vision Technologies Ltd. of Jerusalem, Israel, and may include object detection software (such as the types described in U.S. Pat. Nos. 7,855,755; 7,720,580 and/or 7,038,577, which are hereby incorporated herein by reference in their entireties), and may analyze image data to detect vehicles and/or other objects. Responsive to such image processing, and when an object or other vehicle is detected, the system may generate an alert to the driver of the vehicle and/or may generate an overlay at the displayed image to highlight or enhance display of the detected object or vehicle, in order to enhance the driver's awareness of the detected object or vehicle or hazardous condition during a driving maneuver of the equipped vehicle.
  • The vehicle may include any type of sensor or sensors, such as imaging sensors or radar sensors or lidar sensors or ladar sensors or ultrasonic sensors or the like. The imaging sensor or camera may capture image data for image processing and may comprise any suitable camera or sensing device, such as, for example, a two dimensional array of a plurality of photosensor elements arranged in at least 640 columns and 480 rows (at least a 640×480 imaging array, such as a megapixel imaging array or the like), with a respective lens focusing images onto respective portions of the array. The photosensor array may comprise a plurality of photosensor elements arranged in a photosensor array having rows and columns. Preferably, the imaging array has at least 300,000 photosensor elements or pixels, more preferably at least 500,000 photosensor elements or pixels and more preferably at least 1 million photosensor elements or pixels. The imaging array may capture color image data, such as via spectral filtering at the array, such as via an RGB (red, green and blue) filter or via a red/red complement filter or such as via an RCC (red, clear, clear) filter or the like. The logic and control circuit of the imaging sensor may function in any known manner, and the image processing and algorithmic processing may comprise any suitable means for processing the images and/or image data.
  • For example, the vision system and/or processing and/or camera and/or circuitry may utilize aspects described in U.S. Pat. Nos. 9,233,641; 9,146,898; 9,174,574; 9,090,234; 9,077,098; 8,818,042; 8,886,401; 9,077,962; 9,068,390; 9,140,789; 9,092,986; 9,205,776; 8,917,169; 8,694,224; 7,005,974; 5,760,962; 5,877,897; 5,796,094; 5,949,331; 6,222,447; 6,302,545; 6,396,397; 6,498,620; 6,523,964; 6,611,202; 6,201,642; 6,690,268; 6,717,610; 6,757,109; 6,802,617; 6,806,452; 6,822,563; 6,891,563; 6,946,978; 7,859,565; 5,550,677; 5,670,935; 6,636,258; 7,145,519; 7,161,616; 7,230,640; 7,248,283; 7,295,229; 7,301,466; 7,592,928; 7,881,496; 7,720,580; 7,038,577; 6,882,287; 5,929,786 and/or 5,786,772, and/or U.S. Publication Nos. US-2014-0340510; US-2014-0313339; US-2014-0347486; US-2014-0320658; US-2014-0336876; US-2014-0307095; US-2014-0327774; US-2014-0327772; US-2014-0320636; US-2014-0293057; US-2014-0309884; US-2014-0226012; US-2014-0293042; US-2014-0218535; US-2014-0218535; US-2014-0247354; US-2014-0247355; US-2014-0247352; US-2014-0232869; US-2014-0211009; US-2014-0160276; US-2014-0168437; US-2014-0168415; US-2014-0160291; US-2014-0152825; US-2014-0139676; US-2014-0138140; US-2014-0104426; US-2014-0098229; US-2014-0085472; US-2014-0067206; US-2014-0049646; US-2014-0052340; US-2014-0025240; US-2014-0028852; US-2014-005907; US-2013-0314503; US-2013-0298866; US-2013-0222593; US-2013-0300869; US-2013-0278769; US-2013-0258077; US-2013-0258077; US-2013-0242099; US-2013-0215271; US-2013-0141578 and/or US-2013-0002873, which are all hereby incorporated herein by reference in their entireties. The system may communicate with other communication systems via any suitable means, such as by utilizing aspects of the systems described in International Publication Nos. WO/2010/144900; WO 2013/043661 and/or WO 2013/081985, and/or U.S. Pat. No. 9,126,525, which are hereby incorporated herein by reference in their entireties.
  • The system may utilize aspects of the parking assist systems described in U.S. Pat. No. 8,874,317 and/or U.S. Publication Nos. US-2017-0329346; US-2017-0317748; US-2017-0253237; US-2017-0050672; US-2017-0017847; US-2017-0015312 and/or US-2015-0344028, which are hereby incorporated herein by reference in their entireties.
  • The system may utilize aspects of the trailering or trailer angle detection systems described in U.S. Pat. No. 9,085,261 and/or U.S. Pat. No. 6,690,268, and/or U.S. Publication Nos. US-2017-0254873; US-2017-0217372; US-2017-0050672; US-2015-0217693; US-2014-0160276; US-2014-0085472 and/or US-2015-0002670, and/or U.S. provisional applications, Ser. No. 62/533,694, filed Jul. 18, 2017, Ser. No. 62/518,765, filed Jun. 13, 2017, Ser. No. 62/474,646, filed Mar. 22, 2017, Ser. No. 62/474,645, filed Mar. 22, 2017, Ser. No. 62/474,644, filed Mar. 22, 2017, Ser. No. 62/466,449, filed Mar. 3, 2017, which are hereby incorporated herein by reference in their entireties.
  • The system may utilize sensors, such as radar or lidar sensors or the like. The sensing system may utilize aspects of the systems described in U.S. Pat. Nos. 9,753,121; 9,689,967; 9,599,702; 9,575,160; 9,146,898; 9,036,026; 8,027,029; 8,013,780; 6,825,455; 7,053,357; 7,408,627; 7,405,812; 7,379,163; 7,379,100; 7,375,803; 7,352,454; 7,340,077; 7,321,111; 7,310,431; 7,283,213; 7,212,663; 7,203,356; 7,176,438; 7,157,685; 6,919,549; 6,906,793; 6,876,775; 6,710,770; 6,690,354; 6,678,039; 6,674,895 and/or 6,587,186, and/or International Publication Nos. WO 2018/007995 and/or WO 2011/090484 and/or U.S. Publication Nos. US-2018-0015875; US-2017-0356994; US-2017-0315231; US-2017-0276788; US-2017-0254873; US-2017-0222311 and/or US-2010-0245066, and/or U.S. patent application Ser. No. 15/675,919, filed Aug. 14, 2017 (Attorney Docket MAG04 P-3092R), which are hereby incorporated herein by reference in their entireties.
  • Optionally, the vision system may include a display for displaying images captured by one or more of the imaging sensors for viewing by the driver of the vehicle while the driver is normally operating the vehicle. Optionally, for example, the vision system may include a video display device, such as by utilizing aspects of the video display systems described in U.S. Pat. Nos. 5,530,240; 6,329,925; 7,855,755; 7,626,749; 7,581,859; 7,446,650; 7,338,177; 7,274,501; 7,255,451; 7,195,381; 7,184,190; 5,668,663; 5,724,187; 6,690,268; 7,370,983; 7,329,013; 7,308,341; 7,289,037; 7,249,860; 7,004,593; 4,546,551; 5,699,044; 4,953,305; 5,576,687; 5,632,092; 5,708,410; 5,737,226; 5,802,727; 5,878,370; 6,087,953; 6,173,501; 6,222,460; 6,513,252 and/or 6,642,851, and/or U.S. Publication Nos. US-2014-0022390; US-2012-0162427; US-2006-0050018 and/or US-2006-0061008, which are all hereby incorporated herein by reference in their entireties. Optionally, the vision system (utilizing the forward viewing camera and a rearward viewing camera and other cameras disposed at the vehicle with exterior fields of view) may be part of or may provide a display of a top-down view or bird's-eye view system of the vehicle or a surround view at the vehicle, such as by utilizing aspects of the vision systems described in International Publication Nos. WO 2010/099416; WO 2011/028686; WO 2012/075250; WO 2013/019795; WO 2012/075250; WO 2012/145822; WO 2013/081985; WO 2013/086249 and/or WO 2013/109869, and/or U.S. Publication No. US-2012-0162427, which are hereby incorporated herein by reference in their entireties.
  • Changes and modifications in the specifically described embodiments can be carried out without departing from the principles of the invention, which is intended to be limited only by the scope of the appended claims, as interpreted according to the principles of patent law including the doctrine of equivalents.

Claims (20)

1. A vision system for a vehicle, said vision system comprising:
a first camera configured to be disposed at a first location at a vehicle so as to have a first field of view exterior of the vehicle;
a second camera configured to be disposed at a second location at the vehicle so as to have a second field of view exterior of the vehicle;
wherein the first location is vertically spaced from the second location and is at a higher elevation relative to ground than the second location;
wherein the first location is vertically spaced from the second location by a vertical separation distance;
wherein the first location is horizontally spaced from the second location by a horizontal separation distance;
wherein, with the first and second cameras disposed at the respective first and second locations, the first field of view at least partially overlaps the second field of view;
a control comprising an image processor operable to process image data captured by said first and second cameras; and
wherein said control, with the first and second cameras disposed at the respective first and second locations, and responsive to processing of image data captured by said first and second cameras and based on the horizontal and vertical separation distances, determines presence of an object in an overlapping region of the first and second fields of view and determines location of the object relative to the vehicle.
2. The vision system of claim 1, wherein said first and second cameras are configured to be disposed at the respective first and second locations so as to have rearward fields of view rearward of the vehicle.
3. The vision system of claim 2, wherein said first and second cameras, when disposed at the respective first and second locations, are disposed along a centerline of the vehicle and are spaced vertically and longitudinally apart at the vehicle.
4. The vision system of claim 2, wherein said first camera, when disposed at the first location, is disposed at a bumper of the vehicle, and wherein said second camera, when disposed at the second location, is disposed above the bumper of the vehicle.
5. The vision system of claim 4, wherein said second camera, when disposed at the second location, is disposed at a spoiler of the vehicle.
6. The vision system of claim 4, wherein said second camera, when disposed at the second location, is disposed at a center high mounted stop lamp of the vehicle.
7. The vision system of claim 1, wherein said control, responsive to processing of image data captured by said first and second cameras and based on the horizontal and vertical separation distances, determines the location of the object in three dimensional space relative to the vehicle.
8. The vision system of claim 1, wherein said control, responsive to determination of the presence of the object in the overlapping region of the first and second fields of view, generates an output for a driving assistance system of the vehicle.
9. The vision system of claim 8, wherein the driving assistance system comprises at least one system selected from the group consisting of (i) a trailer angle detection system of the vehicle, (ii) a trailer hitch assist system of the vehicle, (iii) an object detection system of the vehicle, (iv) a parking assist system of the vehicle, and (v) a blind spot detection system of the vehicle.
10. The vision system of claim 1, wherein said control, responsive to determination of the presence of an object in the first and second fields of view and the location of the object in three dimensional space relative to the vehicle, is operable to generate an output for an autonomous control system of the vehicle.
11. A vision system for a vehicle, said vision system comprising:
a first camera configured to be disposed at a first location at a vehicle so as to have a first field of view exterior of the vehicle;
a second camera configured to be disposed at a second location at the vehicle so as to have a second field of view exterior of the vehicle;
wherein the first location is vertically spaced from the second location and is at a higher elevation relative to ground than the second location;
wherein the first location is vertically spaced from the second location by a vertical separation distance;
wherein the first location is horizontally spaced from the second location by a horizontal separation distance;
wherein, with the first and second cameras disposed at the respective first and second locations, the first field of view at least partially overlaps the second field of view;
wherein said first and second cameras are configured to be disposed at the respective first and second locations so as to have rearward fields of view rearward of the vehicle;
a control comprising an image processor operable to process image data captured by said first and second cameras;
wherein said control, with the first and second cameras disposed at the respective first and second locations, and responsive to processing of image data captured by said first and second cameras and based on the horizontal and vertical separation distances, determines presence of an object in an overlapping region of the first and second fields of view and determines the location of the object in three dimensional space relative to the vehicle;
wherein said control, responsive to determination of the presence of an object in the first and second fields of view and determination of the location of the object in three dimensional space relative to the vehicle, generates an output for a driving assistance system of the vehicle; and
wherein the driving assistance system comprises at least one system selected from the group consisting of (i) a trailer hitch assist system of the vehicle, (ii) an object detection system of the vehicle and (iii) a parking assist system of the vehicle.
12. The vision system of claim 11, wherein said first and second cameras, when disposed at the respective first and second locations, are disposed along a centerline of the vehicle and are spaced vertically and longitudinally apart at the vehicle.
13. The vision system of claim 11, wherein said first camera, when disposed at the first location, is disposed at a bumper of the vehicle, and wherein said second camera, when disposed at the second location, is disposed above the bumper of the vehicle.
14. The vision system of claim 13, wherein said second camera, when disposed at the second location, is disposed at a spoiler of the vehicle.
15. The vision system of claim 13, wherein said second camera, when disposed at the second location, is disposed at a center high mounted stop lamp of the vehicle.
16. A vision system for a vehicle, said vision system comprising:
a first camera configured to be disposed at a first location at a vehicle so as to have a first field of view exterior of the vehicle;
a second camera configured to be disposed at a second location at the vehicle so as to have a second field of view exterior of the vehicle;
wherein the first location is vertically spaced from the second location and is at a higher elevation relative to ground than the second location;
wherein the first location is vertically spaced from the second location by a vertical separation distance;
wherein the first location is horizontally spaced from the second location by a horizontal separation distance;
wherein said first and second cameras are configured to be disposed at the respective first and second locations so as to have rearward fields of view rearward of the vehicle;
wherein, with the first and second cameras disposed at the respective first and second locations, the first field of view at least partially overlaps the second field of view;
a control comprising an image processor operable to process image data captured by said first and second cameras;
wherein said control, with the first and second cameras disposed at the respective first and second locations, and responsive to processing of image data captured by said first and second cameras and based on the horizontal and vertical separation distances, determines presence of an object in the first and second fields of view and determines the location of the object in three dimensional space relative to the vehicle; and
wherein said control, responsive to determination of the presence of an object in the first and second fields of view and to determination of the location of the object in three dimensional space relative to the vehicle, generates an output for an autonomous control system of the vehicle.
17. The vision system of claim 16, wherein said first and second cameras, when disposed at the respective first and second locations, are disposed along a centerline of the vehicle and are spaced vertically and longitudinally apart at the vehicle.
18. The vision system of claim 16, wherein said first camera, when disposed at the first location, is disposed at a bumper of the vehicle, and wherein said second camera, when disposed at the second location, is disposed above the bumper of the vehicle.
19. The vision system of claim 18, wherein said second camera, when disposed at the second location, is disposed at a spoiler of the vehicle.
20. The vision system of claim 18, wherein said second camera, when disposed at the second location, is disposed at a center high mounted stop lamp of the vehicle.
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